{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulating OU process with 1000 paths using exact method...\n",
      "Traditional method completed in 9.47s\n",
      "GMT-II progress: 100/1000 paths\n",
      "GMT-II progress: 200/1000 paths\n",
      "GMT-II progress: 300/1000 paths\n",
      "GMT-II progress: 400/1000 paths\n",
      "GMT-II progress: 500/1000 paths\n",
      "GMT-II progress: 600/1000 paths\n",
      "GMT-II progress: 700/1000 paths\n",
      "GMT-II progress: 800/1000 paths\n",
      "GMT-II progress: 900/1000 paths\n",
      "GMT-II progress: 1000/1000 paths\n",
      "GMT-II method completed in 11.07s\n",
      "\n",
      "Theoretical values:\n",
      "Theoretical mean at T=2.0: 0.004958\n",
      "Theoretical variance at T=2.0: 0.015000\n",
      "Theoretical half-life: 0.2310 years (58.2 trading days)\n",
      "\n",
      "Statistical Results Comparison:\n",
      "Metric                        Theoretical    Traditional    GMT-II         Error(Trad)    Error(GMT-II)  \n",
      "-------------------------------------------------------------------------------------\n",
      "Mean                          0.0049580.001396       0.010129       -71.84         %104.32         %\n",
      "Variance                      0.0150000.015826       0.014784       5.51           %-1.44          %\n",
      "\n",
      "Half-life analysis:\n",
      "Path      Max Deviation  Max Time    Half-life      Theoretical    Error     \n",
      "Path 1:2.0000         0.0000      0.360000       0.231049       55.81     %\n",
      "Path 2:2.0000         0.0000      0.210000       0.231049       -9.11     %\n",
      "Path 3:2.0000         0.0000      0.194000       0.231049       -16.04    %\n",
      "Path 4:2.0000         0.0000      0.206000       0.231049       -10.84    %\n",
      "Path 5:2.0000         0.0000      0.228000       0.231049       -1.32     %\n",
      "\n",
      "Experiment completed successfully!\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1008 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.stats import norm\n",
    "import time\n",
    "from matplotlib import gridspec\n",
    "\n",
    "# 设置全局样式\n",
    "plt.style.use('seaborn-whitegrid')\n",
    "plt.rcParams.update({\n",
    "    'font.family': 'DejaVu Sans',\n",
    "    'font.size': 10,\n",
    "    'axes.titlesize': 14,\n",
    "    'axes.titleweight': 'bold',\n",
    "    'axes.labelsize': 12,\n",
    "    'lines.linewidth': 2,\n",
    "    'legend.fontsize': 10,\n",
    "    'figure.figsize': (14, 10)\n",
    "})\n",
    "\n",
    "# Ornstein-Uhlenbeck过程参数 - 优化后参数\n",
    "theta = 3.0       # 均值回复速率(降低以确保离散化稳定)\n",
    "mu = 0.0          # 长期均值\n",
    "sigma = 0.3       # 波动率\n",
    "x0 = 2.0          # 初始值\n",
    "T = 2.0           # 延长模拟时间以便更好观察均值回复\n",
    "dt = 1/500        # 减小时间步长提高精度\n",
    "n_steps = int(T/dt)\n",
    "n_paths = 1000    # 增加路径数量以获得更准确统计\n",
    "\n",
    "# 精确离散方法参数\n",
    "def ou_exact_step(x, t, dt, theta, mu, sigma):\n",
    "    \"\"\"Ornstein-Uhlenbeck过程的精确离散化方法\"\"\"\n",
    "    decay = np.exp(-theta*dt)\n",
    "    stochastic_part = np.sqrt((1 - decay**2)/(2*theta)) * sigma\n",
    "    return mu + (x - mu)*decay + stochastic_part*np.random.normal()\n",
    "\n",
    "# ========================================\n",
    "# 传统SDE求解方法 (精确离散化)\n",
    "# ========================================\n",
    "def traditional_ou_exact(theta, mu, sigma, x0, T, dt, n_paths):\n",
    "    n_steps = int(T/dt)\n",
    "    paths = np.zeros((n_paths, n_steps+1))\n",
    "    paths[:, 0] = x0\n",
    "    \n",
    "    for i in range(n_paths):\n",
    "        x = x0\n",
    "        paths[i, 0] = x0\n",
    "        for j in range(1, n_steps+1):\n",
    "            x = ou_exact_step(x, (j-1)*dt, dt, theta, mu, sigma)\n",
    "            paths[i, j] = x\n",
    "    \n",
    "    return paths\n",
    "\n",
    "# ========================================\n",
    "# 广义映射理论实现 (GMT-II) - 精确方法\n",
    "# ========================================\n",
    "class GeneralizedMappingOU_Exact:\n",
    "    def __init__(self, theta, mu, sigma, x0):\n",
    "        self.x = x0\n",
    "        self.theta = theta\n",
    "        self.mu = mu\n",
    "        self.sigma = sigma\n",
    "        self.path = [x0]\n",
    "        self.operations = []\n",
    "        self.current_time = 0.0\n",
    "        \n",
    "    def exact_step(self, dt):\n",
    "        \"\"\"执行一步精确GMT操作\"\"\"\n",
    "        # 理论参数计算\n",
    "        decay = np.exp(-self.theta*dt)\n",
    "        deterministic = self.mu + (self.x - self.mu)*decay\n",
    "        stochastic_std = np.sqrt((1 - decay**2)/(2*self.theta)) * self.sigma\n",
    "        shock = stochastic_std * np.random.normal()\n",
    "        \n",
    "        # 记录操作细节\n",
    "        self.operations.append({\n",
    "            'deterministic': deterministic - self.mu,\n",
    "            'stochastic': shock,\n",
    "            'current_value': self.x,\n",
    "            'time': self.current_time\n",
    "        })\n",
    "        \n",
    "        # 更新状态\n",
    "        self.x = deterministic + shock\n",
    "        self.path.append(self.x)\n",
    "        self.current_time += dt\n",
    "        \n",
    "        return self.x\n",
    "    \n",
    "    def simulate(self, T, dt):\n",
    "        \"\"\"完整模拟路径\"\"\"\n",
    "        n_steps = int(T/dt)\n",
    "        for _ in range(n_steps):\n",
    "            self.exact_step(dt)\n",
    "        return self.path, self.operations\n",
    "\n",
    "# ========================================\n",
    "# 执行模拟\n",
    "# ========================================\n",
    "print(f\"Simulating OU process with {n_paths} paths using exact method...\")\n",
    "\n",
    "# 传统精确方法\n",
    "start_time = time.time()\n",
    "trad_paths = traditional_ou_exact(theta, mu, sigma, x0, T, dt, n_paths)\n",
    "trad_time = time.time() - start_time\n",
    "print(f\"Traditional method completed in {trad_time:.2f}s\")\n",
    "\n",
    "# GMT-II精确方法\n",
    "start_time = time.time()\n",
    "gmt_models = []\n",
    "gmt_paths = np.zeros((n_paths, n_steps+1))\n",
    "\n",
    "for i in range(n_paths):\n",
    "    model = GeneralizedMappingOU_Exact(theta, mu, sigma, x0)\n",
    "    path, _ = model.simulate(T, dt)\n",
    "    gmt_paths[i] = path\n",
    "    gmt_models.append(model)\n",
    "    if (i+1) % 100 == 0:\n",
    "        print(f\"GMT-II progress: {i+1}/{n_paths} paths\")\n",
    "        \n",
    "gmt_time = time.time() - start_time\n",
    "print(f\"GMT-II method completed in {gmt_time:.2f}s\")\n",
    "\n",
    "# 时间轴\n",
    "time_axis = np.linspace(0, T, n_steps+1)\n",
    "\n",
    "# ========================================\n",
    "# 理论值计算\n",
    "# ========================================\n",
    "# 终端时刻理论均值和方差\n",
    "t = T\n",
    "theoretical_mean = mu + (x0 - mu)*np.exp(-theta*t)\n",
    "theoretical_var = (sigma**2)/(2*theta)*(1 - np.exp(-2*theta*t))\n",
    "\n",
    "# 半衰期理论值\n",
    "half_life_theory = np.log(2)/theta\n",
    "\n",
    "print(\"\\nTheoretical values:\")\n",
    "print(f\"Theoretical mean at T={T}: {theoretical_mean:.6f}\")\n",
    "print(f\"Theoretical variance at T={T}: {theoretical_var:.6f}\")\n",
    "print(f\"Theoretical half-life: {half_life_theory:.4f} years ({half_life_theory*252:.1f} trading days)\")\n",
    "\n",
    "# ========================================\n",
    "# 结果可视化\n",
    "# ========================================\n",
    "fig = plt.figure(figsize=(16, 14))\n",
    "gs = gridspec.GridSpec(3, 2, height_ratios=[1, 1, 1.2])\n",
    "\n",
    "# 1. 路径对比图\n",
    "ax1 = plt.subplot(gs[0, :])\n",
    "for i in range(min(5, n_paths)):  # 展示前5条路径\n",
    "    ax1.plot(time_axis, trad_paths[i], '--', alpha=0.6, \n",
    "             label=f'Trad Path {i+1}' if i == 0 else \"\")\n",
    "    ax1.plot(time_axis, gmt_paths[i], '-', alpha=0.8, \n",
    "             label=f'GMT Path {i+1}' if i == 0 else \"\")\n",
    "\n",
    "# 长期均值线\n",
    "ax1.axhline(mu, color='k', linestyle='--', alpha=0.7, label='Long-term Mean')\n",
    "\n",
    "ax1.set_title('Ornstein-Uhlenbeck Paths: Traditional vs GMT-II (Exact Discretization)')\n",
    "ax1.set_xlabel('Time (Years)')\n",
    "ax1.set_ylabel('Process Value')\n",
    "ax1.legend(loc='upper right')\n",
    "ax1.grid(True, alpha=0.3)\n",
    "\n",
    "# 2. 终值分布对比\n",
    "ax2 = plt.subplot(gs[1, 0])\n",
    "trad_finals = trad_paths[:, -1]\n",
    "gmt_finals = gmt_paths[:, -1]\n",
    "\n",
    "# 绘制直方图和核密度估计\n",
    "sns.histplot(trad_finals, stat='density', color='skyblue', label='Traditional OU', \n",
    "             alpha=0.5, kde=True, element='step', fill=True)\n",
    "sns.histplot(gmt_finals, stat='density', color='salmon', label='GMT-II OU', \n",
    "             alpha=0.5, kde=True, element='step', fill=True)\n",
    "\n",
    "# 理论分布曲线\n",
    "x = np.linspace(theoretical_mean - 4*np.sqrt(theoretical_var), \n",
    "                theoretical_mean + 4*np.sqrt(theoretical_var), 200)\n",
    "y = norm.pdf(x, theoretical_mean, np.sqrt(theoretical_var))\n",
    "ax2.plot(x, y, 'k-', linewidth=2.5, label='Theoretical Distribution')\n",
    "\n",
    "ax2.set_title('Terminal Value Distribution')\n",
    "ax2.set_xlabel('Value at T')\n",
    "ax2.set_ylabel('Density')\n",
    "ax2.legend()\n",
    "ax2.grid(True, alpha=0.3)\n",
    "\n",
    "# 3. GMT-II操作分解\n",
    "ax3 = plt.subplot(gs[1, 1])\n",
    "model = gmt_models[0]\n",
    "path = model.path\n",
    "\n",
    "# 提取确定性和随机成分\n",
    "deterministic = [op['deterministic'] for op in model.operations]\n",
    "stochastic = [op['stochastic'] for op in model.operations]\n",
    "time_points = [op['time'] for op in model.operations] + [T]\n",
    "\n",
    "# 累积路径分解\n",
    "cum_deterministic = np.cumsum([0] + deterministic) + mu\n",
    "cum_stochastic = np.cumsum([0] + stochastic)\n",
    "total_path = [x0] + [mu + d + s for d, s in zip(np.cumsum(deterministic), np.cumsum(stochastic))]\n",
    "\n",
    "ax3.plot(time_points, total_path, 'b-', label='Total Path', linewidth=2)\n",
    "ax3.plot(time_points, cum_deterministic, 'g-', label='Cumulative Deterministic Component', alpha=0.8)\n",
    "ax3.plot(time_points, cum_stochastic + x0, 'm-', label='Cumulative Stochastic Component', alpha=0.6)\n",
    "ax3.axhline(mu, color='k', linestyle='--', label='Long-term Mean')\n",
    "\n",
    "ax3.set_title('GMT-II: Path Decomposition (Deterministic vs Stochastic)')\n",
    "ax3.set_xlabel('Time (Years)')\n",
    "ax3.set_ylabel('Process Value')\n",
    "ax3.legend()\n",
    "ax3.grid(True, alpha=0.3)\n",
    "\n",
    "# 4. 均值回复动力学分析\n",
    "ax4 = plt.subplot(gs[2, 0])\n",
    "analysis_model = gmt_models[2]  # 选择第三条路径分析\n",
    "\n",
    "# 计算偏离均值的距离\n",
    "deviation = np.abs(np.array(analysis_model.path) - mu)\n",
    "max_dev_idx = np.argmax(deviation)\n",
    "max_dev_val = analysis_model.path[max_dev_idx]\n",
    "max_dev_time = max_dev_idx * dt\n",
    "\n",
    "# 计算从最大偏离点开始的半衰期\n",
    "half_dev = (max_dev_val - mu)/2\n",
    "recovery_points = np.where(deviation[max_dev_idx:] <= half_dev)[0]\n",
    "if len(recovery_points) > 0:\n",
    "    half_life_time = recovery_points[0] * dt\n",
    "    half_life_str = f\"{half_life_time*252:.1f} days\"\n",
    "else:\n",
    "    half_life_time = None\n",
    "    half_life_str = \"N/A\"\n",
    "\n",
    "# 理论回复路径\n",
    "recovery_time = np.linspace(max_dev_time, max_dev_time + 4*half_life_theory, 100)\n",
    "theoretical_rec_path = mu + (max_dev_val - mu)*np.exp(-theta*(recovery_time - max_dev_time))\n",
    "\n",
    "# 绘制分析图\n",
    "ax4.plot(time_axis, analysis_model.path, 'b-', label='OU Path')\n",
    "ax4.axhline(mu, color='k', linestyle='--', alpha=0.7, label='Long-term Mean')\n",
    "ax4.plot(recovery_time, theoretical_rec_path, 'g--', label='Theoretical Recovery Path', linewidth=2.5)\n",
    "\n",
    "# 标记关键点\n",
    "ax4.plot(max_dev_time, max_dev_val, 'ro', markersize=8, label=f'Max Deviation: {max_dev_val:.2f}')\n",
    "if half_life_time:\n",
    "    ax4.plot(max_dev_time + half_life_time, \n",
    "             mu + half_dev, 'go', markersize=8, \n",
    "             label=f'Half-recovery ({half_life_str})')\n",
    "\n",
    "ax4.set_title('Mean Reversion Dynamics Analysis')\n",
    "ax4.set_xlabel('Time (Years)')\n",
    "ax4.set_ylabel('Process Value')\n",
    "ax4.legend()\n",
    "ax4.grid(True, alpha=0.3)\n",
    "ax4.set_xlim(0, max(max_dev_time + 4*half_life_theory, T))\n",
    "\n",
    "# 5. GMT-II扩展演示：加入外部冲击\n",
    "ax5 = plt.subplot(gs[2, 1])\n",
    "class ExtendedOU_Exact(GeneralizedMappingOU_Exact):\n",
    "    def __init__(self, theta, mu, sigma, x0, shock_times, shock_sizes):\n",
    "        super().__init__(theta, mu, sigma, x0)\n",
    "        self.shock_times = shock_times\n",
    "        self.shock_sizes = shock_sizes\n",
    "        self.shocks_applied = []\n",
    "        \n",
    "    def exact_step(self, dt):\n",
    "        # 检查当前时间点是否有冲击发生\n",
    "        if self.current_time in self.shock_times:\n",
    "            idx = self.shock_times.index(self.current_time)\n",
    "            shock = self.shock_sizes[idx]\n",
    "            self.shocks_applied.append({\n",
    "                'time': self.current_time,\n",
    "                'size': shock,\n",
    "                'pre_value': self.x\n",
    "            })\n",
    "        else:\n",
    "            shock = 0.0\n",
    "            \n",
    "        # 执行原有精确步骤\n",
    "        result = super().exact_step(dt)\n",
    "        \n",
    "        # 添加冲击\n",
    "        if shock != 0:\n",
    "            self.x += shock\n",
    "            self.path[-1] = self.x\n",
    "            self.operations[-1]['shock'] = shock\n",
    "        else:\n",
    "            self.operations[-1]['shock'] = 0.0\n",
    "            \n",
    "        return self.x\n",
    "\n",
    "# 创建外部冲击 - 与时间点精确匹配\n",
    "shock_times = [0.5, 1.2, 1.8]  # 精确时间点\n",
    "shock_sizes = [0.8, -0.6, 0.4]\n",
    "\n",
    "# 模拟带冲击的OU过程\n",
    "extended_model = ExtendedOU_Exact(theta, mu, sigma, x0, shock_times, shock_sizes)\n",
    "extended_path, _ = extended_model.simulate(T, dt)\n",
    "\n",
    "# 基础无冲击路径\n",
    "base_model = GeneralizedMappingOU_Exact(theta, mu, sigma, x0)\n",
    "base_path, _ = base_model.simulate(T, dt)\n",
    "\n",
    "# 可视化\n",
    "ax5.plot(time_axis, extended_path, 'b-', label='Shock-Modified OU Process', linewidth=2)\n",
    "ax5.plot(time_axis, base_path, 'g--', alpha=0.7, label='Base OU Process')\n",
    "ax5.axhline(mu, color='k', linestyle='--', alpha=0.7, label='Long-term Mean')\n",
    "\n",
    "# 标记冲击点\n",
    "for shock in extended_model.shocks_applied:\n",
    "    y_val = extended_path[int(shock['time']/dt)]\n",
    "    ax5.plot(shock['time'], y_val, 'ro', markersize=8)\n",
    "    ax5.annotate(f'Shock: {shock[\"size\"]:.1f}', \n",
    "                (shock['time'], y_val),\n",
    "                textcoords=\"offset points\", xytext=(0,10), ha='center',\n",
    "                fontsize=9, bbox=dict(boxstyle=\"round,pad=0.3\", fc=\"white\", ec=\"red\", alpha=0.7))\n",
    "\n",
    "ax5.set_title('GMT-II Extended: OU Process with External Shocks')\n",
    "ax5.set_xlabel('Time (Years)')\n",
    "ax5.set_ylabel('Process Value')\n",
    "ax5.legend(loc='lower right')\n",
    "ax5.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('exact_ou_comparison.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# ========================================\n",
    "# 输出统计结果对比\n",
    "# ========================================\n",
    "print(\"\\nStatistical Results Comparison:\")\n",
    "print(f\"{'Metric':<30}{'Theoretical':<15}{'Traditional':<15}{'GMT-II':<15}{'Error(Trad)':<15}{'Error(GMT-II)':<15}\")\n",
    "print(f\"{'-'*85}\")\n",
    "\n",
    "# 均值对比\n",
    "trad_mean = np.mean(trad_finals)\n",
    "gmt_mean = np.mean(gmt_finals)\n",
    "print(f\"{'Mean':<30}{theoretical_mean:.6f}{trad_mean:<15.6f}{gmt_mean:<15.6f}\"\n",
    "      f\"{(trad_mean-theoretical_mean)/theoretical_mean*100:<15.2f}%\"\n",
    "      f\"{(gmt_mean-theoretical_mean)/theoretical_mean*100:<15.2f}%\")\n",
    "\n",
    "# 方差对比\n",
    "trad_var = np.var(trad_finals)\n",
    "gmt_var = np.var(gmt_finals)\n",
    "print(f\"{'Variance':<30}{theoretical_var:.6f}{trad_var:<15.6f}{gmt_var:<15.6f}\"\n",
    "      f\"{(trad_var-theoretical_var)/theoretical_var*100:<15.2f}%\"\n",
    "      f\"{(gmt_var-theoretical_var)/theoretical_var*100:<15.2f}%\")\n",
    "\n",
    "# 半衰期对比\n",
    "print(f\"\\nHalf-life analysis:\")\n",
    "print(f\"{'Path':<10}{'Max Deviation':<15}{'Max Time':<12}{'Half-life':<15}{'Theoretical':<15}{'Error':<10}\")\n",
    "for i, model in enumerate(gmt_models[:5]):  # 分析前5条路径\n",
    "    path = model.path\n",
    "    deviation = np.abs(np.array(path) - mu)\n",
    "    max_dev_idx = np.argmax(deviation)\n",
    "    max_dev = path[max_dev_idx]\n",
    "    max_time = max_dev_idx * dt\n",
    "    \n",
    "    half_dev = (max_dev - mu)/2\n",
    "    recovery_points = np.where(deviation[max_dev_idx:] <= half_dev)[0]\n",
    "    \n",
    "    if len(recovery_points) > 0:\n",
    "        half_life = recovery_points[0] * dt\n",
    "        error_pct = (half_life - half_life_theory)/half_life_theory*100\n",
    "        print(f\"Path {i+1}:{max_dev:<15.4f}{max_time:<12.4f}{half_life:<15.6f}{half_life_theory:<15.6f}{error_pct:<10.2f}%\")\n",
    "    else:\n",
    "        print(f\"Path {i+1}:{max_dev:<15.4f}{max_time:<12.4f}Not recovered\\t{half_life_theory:<15.6f}N/A\")\n",
    "\n",
    "print(\"\\nExperiment completed successfully!\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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